next-word-predictor

Predicting what word comes next with Tensorflow. Implement RNN and LSTM to develope four models of various languages.

Project Intro

The purpose of this project is to train next word predicting models. Models should be able to suggest the next word after user has input word/words. Four models are trained with datasets of different languages. Python Django as backend and JavaScript/HTML as Frontend.

Methods Used

• Language Prediction
• Natural Language Processing
• RNN, LSTM

Technologies

• Python
• Python Django
• Tensorflow, Keras
• Js, HTML

Project Description

• model-training - files to train models
• nextwordpredictor - Django application, loads trained models

Data are from following sources:

1. English - blogger.com
2. Malay - github
3. Chinese - tsinghua
4. Malaysian Twitter tweets

Process Flow

• frontend development
• data collection
• data processing/cleaning
• words tokenizing
• model training
• writeup/reporting

Getting Started

Prerequisites

Install python dependencies via command pip install -r requirements.txt

1. Start server via command python3 manage.py runserver from the nextwordpredictor/ directory and navigate to http://127.0.0.1:8000/index.

Contributing Members

Name
Lim SW
Leanne
Wilson